{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0d848aee-0c57-4531-95cb-6be5909fecee",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       0           1           2          3          4          5       \\\n",
      "0    track_id        type  traveled_d  avg_speed        lat        lon   \n",
      "1           1         Car       48.85   9.770344  37.977391  23.737688   \n",
      "2           2  Motorcycle       98.09  19.839417  37.977642  23.737400   \n",
      "3           3  Motorcycle       63.80  18.228752  37.977997  23.737264   \n",
      "4           4  Motorcycle      145.72  26.229014  37.978135  23.737072   \n",
      "..        ...         ...         ...        ...        ...        ...   \n",
      "918       918         Car       78.83  30.846243  37.980629  23.735083   \n",
      "919       919  Motorcycle       19.50   9.234518  37.979327  23.735628   \n",
      "920       920         Car       48.97  24.486209  37.978413  23.735528   \n",
      "921       921  Motorcycle       46.68  30.007124  37.980020  23.736861   \n",
      "922       922         Car       35.00  23.335533  37.978428  23.735538   \n",
      "\n",
      "      6        7        8           9       ... 122821 122822 122823 122824  \\\n",
      "0      speed  lon_acc  lat_acc        time  ...   None   None   None   None   \n",
      "1     4.9178   0.0518  -0.0299    0.000000  ...   None   None   None   None   \n",
      "2    16.9759  -0.0361  -0.0228    0.000000  ...   None   None   None   None   \n",
      "3    20.1906  -0.0795  -0.3395    0.000000  ...   None   None   None   None   \n",
      "4     2.7555  -0.0302   0.0948    0.000000  ...   None   None   None   None   \n",
      "..       ...      ...      ...         ...  ...    ...    ...    ...    ...   \n",
      "918  38.2160   0.0372  -0.0533  809.600000  ...   None   None   None   None   \n",
      "919   2.9344   0.0011  -0.0237  811.200000  ...   None   None   None   None   \n",
      "920  22.8316  -0.0250  -0.0808  811.600000  ...   None   None   None   None   \n",
      "921  32.3581  -0.0493  -0.1050  813.200000  ...   None   None   None   None   \n",
      "922  24.1909  -0.0077  -0.0660  813.400000  ...   None   None   None   None   \n",
      "\n",
      "    122825 122826 122827 122828 122829 122830  \n",
      "0     None   None   None   None   None   None  \n",
      "1     None   None   None   None   None   None  \n",
      "2     None   None   None   None   None   None  \n",
      "3     None   None   None   None   None   None  \n",
      "4     None   None   None   None   None   None  \n",
      "..     ...    ...    ...    ...    ...    ...  \n",
      "918   None   None   None   None   None   None  \n",
      "919   None   None   None   None   None   None  \n",
      "920   None   None   None   None   None   None  \n",
      "921   None   None   None   None   None   None  \n",
      "922   None   None   None   None   None   None  \n",
      "\n",
      "[923 rows x 122831 columns]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\HP\\miniconda3\\envs\\python39\\lib\\site-packages\\matplotlib\\collections.py:996: RuntimeWarning: invalid value encountered in sqrt\n",
      "  scale = np.sqrt(self._sizes) * dpi / 72.0 * self._factor\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# %load separation.py\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import math\n",
    "\n",
    "# 读取 CSV 文件\n",
    "df = pd.read_csv(\"20181024_d1_0830_0900.csv\", encoding=\"utf-8\", header=None)\n",
    "\n",
    "# 使用 ';' 分隔列数据并转换为多个列\n",
    "df_split = df[0].str.split('; ', expand=True)\n",
    "print(df_split)\n",
    "\n",
    "x = []\n",
    "y = []\n",
    "xaccleration = []\n",
    "yaccleration = []\n",
    "accleration = []\n",
    "zhengfu = []\n",
    "feature_values = []\n",
    "speed = []\n",
    "x1 = []\n",
    "y1 = []\n",
    "xaccleration1 = []\n",
    "yaccleration1 = []\n",
    "accleration1 = []\n",
    "zhengfu1 = []\n",
    "feature_values1 = []\n",
    "speed1 = []\n",
    "heavycar=['Medium Vehicle', 'Bus', 'Heavy Vehicle']\n",
    "\n",
    "# 从第二行起提取数据\n",
    "for i in range(1, len(df_split)):  # 从第二行开始\n",
    "    for j in range(0, (len(df_split.columns) -4)// 6):  # 根据数据每6列一个周期提取数据\n",
    "        # 确保x和y是数值类型\n",
    "        if pd.isnull(df_split.iloc[i, 6 * j + 4]) or (df_split.iloc[i, 6 * j + 4]==''):\n",
    "            break\n",
    "        try:\n",
    "            y_value = float(df_split.iloc[i, 6 * j + 4])  # 尝试将y值转换为float\n",
    "        except ValueError:\n",
    "            print(i)\n",
    "            print(j)\n",
    "            print(df_split.iloc[i, 6 * j + 4])\n",
    "        if df_split.iloc[i][1] in heavycar:\n",
    "            y.append(y_value)\n",
    "            x.append(float(df_split.iloc[i, 6 * j + 5]))  # 获取x坐标并转换为float\n",
    "        # 将加速度值转换为float类型\n",
    "            xaccleration.append(float(df_split.iloc[i, 6 * j + 7]))  \n",
    "            yaccleration.append(float(df_split.iloc[i, 6 * j + 8]))  \n",
    "        # 将速度值转换为float类型\n",
    "            speed.append(float(df_split.iloc[i, 6 * j + 6]))  # 获取特征值\n",
    "        else:\n",
    "            y1.append(y_value)\n",
    "            x1.append(float(df_split.iloc[i, 6 * j + 5]))  # 获取x坐标并转换为float\n",
    "        # 将加速度值转换为float类型\n",
    "            xaccleration1.append(float(df_split.iloc[i, 6 * j + 7]))  \n",
    "            yaccleration1.append(float(df_split.iloc[i, 6 * j + 8]))  \n",
    "        # 将速度值转换为float类型\n",
    "            speed1.append(float(df_split.iloc[i, 6 * j + 6]))  # 获取特征值\n",
    "# 计算加速度\n",
    "accleration = list(map(lambda x, y: math.sqrt(x**2 + y**2), xaccleration, yaccleration))\n",
    "accleration1 = list(map(lambda x, y: math.sqrt(x**2 + y**2), xaccleration1, yaccleration1))\n",
    "\n",
    "# 判断速度的变化趋势\n",
    "for i in range(0, len(speed) - 1):\n",
    "    if speed[i] <= speed[i + 1]:\n",
    "        zhengfu.append(1)\n",
    "    else:\n",
    "        zhengfu.append(-1)\n",
    "zhengfu.append(zhengfu[len(zhengfu) - 2])  # 最后一项与倒数第二项相同\n",
    "\n",
    "for i in range(0, len(speed1) - 1):\n",
    "    if speed1[i] <= speed1[i + 1]:\n",
    "        zhengfu1.append(1)\n",
    "    else:\n",
    "        zhengfu1.append(-1)\n",
    "zhengfu1.append(zhengfu1[len(zhengfu1) - 2])  # 最后一项与倒数第二项相同\n",
    "\n",
    "# 计算特征值\n",
    "feature_values = list(map(lambda x, y: x * y, accleration, zhengfu))\n",
    "feature_values1 = list(map(lambda x, y: x * y, accleration1, zhengfu1))\n",
    "\n",
    "# 绘制散点图\n",
    "plt.figure(figsize=(10, 6))  # 设置图形大小\n",
    "plt.scatter(x, y, c=feature_values, cmap='viridis', s=np.array(feature_values) / 10)  # 除以10来缩放点的大小\n",
    "plt.xlabel('X')\n",
    "plt.ylabel('Y')\n",
    "plt.title('Scatter Plot with Feature Values')\n",
    "\n",
    "# 设置坐标轴刻度显示间隔\n",
    "plt.xticks(np.arange(min(x), max(x), (max(x) - min(x)) / 5))  # x轴每隔一定范围显示一个刻度\n",
    "plt.yticks(np.arange(min(y), max(y), (max(y) - min(y)) / 5))  # y轴每隔一定范围显示一个刻度\n",
    "\n",
    "# 旋转坐标轴标签，避免重叠\n",
    "plt.xticks(rotation=45)  # 旋转x轴标签45度\n",
    "plt.yticks(rotation=45)  # 旋转y轴标签45度\n",
    "\n",
    "# 添加网格线\n",
    "plt.grid(True)\n",
    "\n",
    "# 添加色标\n",
    "plt.colorbar(label='Feature Value')  # 添加色标\n",
    "\n",
    "# 显示图形\n",
    "plt.show()\n",
    "\n",
    "\n",
    "\n",
    "plt.figure(figsize=(10, 6))  # 设置图形大小\n",
    "plt.scatter(x1, y1, c=feature_values1, cmap='viridis', s=np.array(feature_values1) / 10)  # 除以10来缩放点的大小\n",
    "plt.xlabel('X')\n",
    "plt.ylabel('Y')\n",
    "plt.title('Scatter Plot with Feature Values')\n",
    "\n",
    "# 设置坐标轴刻度显示间隔\n",
    "plt.xticks(np.arange(min(x1), max(x1), (max(x1) - min(x1)) / 5))  # x轴每隔一定范围显示一个刻度\n",
    "plt.yticks(np.arange(min(y1), max(y1), (max(y1) - min(y1)) / 5))  # y轴每隔一定范围显示一个刻度\n",
    "\n",
    "# 旋转坐标轴标签，避免重叠\n",
    "plt.xticks(rotation=45)  # 旋转x轴标签45度\n",
    "plt.yticks(rotation=45)  # 旋转y轴标签45度\n",
    "\n",
    "# 添加网格线\n",
    "plt.grid(True)\n",
    "\n",
    "# 添加色标\n",
    "plt.colorbar(label='Feature Value')  # 添加色标\n",
    "\n",
    "# 显示图形\n",
    "plt.show()"
   ]
  }
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